How to set empty search to load homepage template and not index.php

When an empty search is submitted, it loads the themes index.php.

I’m using a template for the homepage and have set this page under Settings -> Reading -> Static Page.

But the empty search still results in the default theme index.php page.

How do I fix this?

Ben